{"id":"W1523481549","doi":"","title":"Canada's Immigrant Selection Policies: Recent Record, Marginal Changes and Needed Reforms","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Fraser Institute","funders":"","keywords":"Immigration; Government (linguistics); Selection (genetic algorithm); Process (computing); Economics; Fiscal policy; Public economics; Development economics; Economic policy; Political science; Macroeconomics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004550097,0.0003165018,0.0004232347,0.002008079,0.01260869,0.005873076,0.001538521,0.00149459,0.005827635],"category_scores_gemma":[0.01035056,0.0002536084,0.0003758105,0.00534304,0.004949477,0.00123879,0.001793454,0.003072996,0.0003211593],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1655041,"about_ca_system_score_gemma":0.38087,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936998,"about_ca_topic_score_gemma":0.9955814,"domain_scores_codex":[0.9941606,0.0004206974,0.0001482801,0.000287457,0.002696175,0.002286786],"domain_scores_gemma":[0.9910398,0.0008124342,0.0005496951,0.0002091973,0.004516174,0.002872638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002836393,0.000141057,0.06923097,0.001392344,0.00009688435,0.0008063058,0.01626474,0.003100783,0.001418732,0.343014,0.2951631,0.2690874],"study_design_scores_gemma":[0.00004558477,0.00006336682,0.1397841,0.0008850071,0.00004889054,0.0001374475,0.01160648,0.0009307282,0.0005609255,0.006022153,0.839788,0.0001273436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2579327,0.04873309,0.001840574,0.5161481,0.002620882,0.0001649889,0.004092237,0.0003988787,0.1680685],"genre_scores_gemma":[0.8685982,0.03434457,0.002805288,0.04310765,0.0007121875,0.00005977547,0.001266402,0.00008912592,0.0490167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8344959,"threshold_uncertainty_score":0.967897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007196095377896258,"score_gpt":0.2314165346711526,"score_spread":0.2242204392932564,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}